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Financial & Accounting

Ledgers, reconciliation workflows, audit records, tax processes

Structured accounting histories and the human decisions around them help AI systems learn real financial workflows.

Engineering & Manufacturing

Technical drawings, simulations, quality-control records

Design files, test results and inspection outcomes capture specialist knowledge that is rarely public.

Legal & Professional Services

Contract workflows, specialist research, professional decisions

Anonymised or rights-cleared professional work shows how experts reason through complex tasks.

Business Operations

CRM activity, project histories, operational workflows

Years of operational history describe how real organisations plan, decide and deliver.

Software & AI

Code histories, agent traces, verified task outcomes

Version-control history, agent trajectories and verified outcomes are useful for training and evaluating coding and agent models.

Specialist Datasets

Research, commercial datasets, licensed archives

Research collections, archives and proprietary datasets with clear rights can be prepared for licensing.

Suitability depends on rights, quality, uniqueness and current buyer requirements. Not every dataset will qualify, and some may need preparation such as anonymisation first.

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